{
 "metadata": {
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.5"
  },
  "orig_nbformat": 2,
  "kernelspec": {
   "name": "python385jvsc74a57bd0b3ba2566441a7c06988d0923437866b63cedc61552a5af99d1f4fb67d367b25f",
   "display_name": "Python 3.8.5 64-bit (conda)"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2,
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "my_seed = 2017\n",
    "np.random.seed(my_seed)\n",
    "\n",
    "import random \n",
    "random.seed(my_seed)\n",
    "\n",
    "import tensorflow as tf\n",
    "tf.random.set_seed(my_seed)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "import matplotlib\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "matplotlib.rcParams['font.family'] = 'SimHei'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "all_data = np.fromfile(\"ec_data\")\n",
    "from sklearn.preprocessing import MinMaxScaler\n",
    "stand_scaler = MinMaxScaler()\n",
    "all_data = stand_scaler.fit_transform(all_data.reshape(-1,1))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "sequence_len = 10\n",
    "X = []\n",
    "Y = []\n",
    "for i in range(len(all_data)-sequence_len):\n",
    "    X.append(all_data[i:i+sequence_len])\n",
    "    Y.append(all_data[i+sequence_len])\n",
    "X = np.array(X)\n",
    "Y = np.array(Y)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.model_selection import train_test_split\n",
    "X_train, X_test, Y_train, Y_test = train_test_split(X, Y, test_size=0.05)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "from keras.models import Sequential\n",
    "from keras.layers import Dense,LSTM\n",
    "\n",
    "\n",
    "def build_model(activation_name,):\n",
    "    model = Sequential()\n",
    "    model.add(LSTM(512, input_shape=(sequence_len,1),return_sequences=True))\n",
    "    model.add(LSTM(128))\n",
    "    model.add(Dense(1,activation=activation_name))\n",
    "    optimizer =tf.optimizers.Adam(learning_rate=0.001)\n",
    "    model.compile(loss='mean_squared_error', optimizer=optimizer, metrics=['mape'])\n",
    "    return model"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "lstm = build_model(\"sigmoid\")\n",
    "step = 250"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "history = lstm.fit(\n",
    "    X_train, Y_train, epochs=step, batch_size = 512,verbose=0,validation_data = (X_test, Y_test)\n",
    "    )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "Y_predict = lstm.predict(X_test)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "Y_predict_real = stand_scaler.inverse_transform(Y_predict.reshape(-1,1))\n",
    "Y_test_real = stand_scaler.inverse_transform(Y_test.reshape(-1,1))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": "[<matplotlib.lines.Line2D at 0x17344f44be0>]"
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": "<Figure size 1440x144 with 1 Axes>",
      "image/png": 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\n"
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(figsize=(20, 2))\n",
    "plt.plot(Y_predict_real/(1024*1024))\n",
    "plt.plot(Y_test_real/(1024*1024))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "根均方误差(RMSE)：129.73505910181834\n",
      "平均绝对百分比误差(MAPE)：0.04045121404363156\n"
     ]
    }
   ],
   "source": [
    "def MAPE(true, pred):\n",
    "    diff = np.abs(np.array(true) - np.array(pred))\n",
    "    return np.mean(diff / true)\n",
    "def RMSE(predictions, targets):\n",
    "    return np.sqrt(((predictions - targets) ** 2).mean())\n",
    "\n",
    "print(f\"根均方误差(RMSE)：{RMSE(Y_predict_real/(1024*1024), Y_test_real/(1024*1024))}\")\n",
    "print(f\"平均绝对百分比误差(MAPE)：{MAPE(Y_predict, Y_test)}\")"
   ]
  }
 ]
}